Long short-term memory and fuzzy logic for anomaly detection and mitigation in software-defined network environment

MP Novaes, LF Carvalho, J Lloret, ML Proença - IEEE Access, 2020 - ieeexplore.ieee.org
Computer networks become complex and dynamic structures. As a result of this fact, the
configuration and the managing of this whole structure is a challenging activity. Software …

A GRU deep learning system against attacks in software defined networks

MVO Assis, LF Carvalho, J Lloret… - Journal of Network and …, 2021 - Elsevier
The management of modern network environments is becoming more and more complex
due to new requirements of devices' heterogeneity regarding the popularization of the …

A flow-based anomaly detection approach with feature selection method against ddos attacks in sdns

MS El Sayed, NA Le-Khac, MA Azer… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Software Defined Networking (SDN) is an emerging network platform, which facilitates
centralised network management. The SDN enables the network operators to manage the …

Deep learning-based slow DDoS attack detection in SDN-based networks

B Nugraha, RN Murthy - 2020 IEEE Conference on Network …, 2020 - ieeexplore.ieee.org
Software-Defined Networking (SDN) is a promising networking paradigm that provides
outstanding manageability, scalability, controllability, and flexibility. Despite having such …

Ddosnet: A deep-learning model for detecting network attacks

MS Elsayed, NA Le-Khac, S Dev… - 2020 IEEE 21st …, 2020 - ieeexplore.ieee.org
Software-Defined Networking (SDN) is an emerging paradigm, which evolved in recent
years to address the weaknesses in traditional networks. The significant feature of the SDN …

[HTML][HTML] Detecting flooding DDoS attacks in software defined networks using supervised learning techniques

S Wang, JF Balarezo, KG Chavez, A Al-Hourani… - … science and technology …, 2022 - Elsevier
For the easy and flexible management of large scale networks, Software-Defined
Networking (SDN) is a strong candidate technology that offers centralisation and …

Emerging DDoS attack detection and mitigation strategies in software-defined networks: Taxonomy, challenges and future directions

IA Valdovinos, JA Pérez-Díaz, KKR Choo… - Journal of Network and …, 2021 - Elsevier
Software-defined networking (SDN) is a network paradigm that decouples control and data
planes from network devices and places them into separate entities. In SDN, the controller is …

A survey and classification of the security anomaly detection mechanisms in software defined networks

T Jafarian, M Masdari, A Ghaffari, K Majidzadeh - Cluster Computing, 2021 - Springer
Software defined network (SDN) decouples the network control and data planes. Despite
various advantages of SDNs, they are vulnerable to various security attacks such anomalies …

An investigation into the application of deep learning in the detection and mitigation of DDOS attack on SDN controllers

JD Gadze, AA Bamfo-Asante, JO Agyemang… - Technologies, 2021 - mdpi.com
Software-Defined Networking (SDN) is a new paradigm that revolutionizes the idea of a
software-driven network through the separation of control and data planes. It addresses the …

An ecosystem for anomaly detection and mitigation in software-defined networking

LF Carvalho, T Abrao, L de Souza Mendes… - Expert Systems with …, 2018 - Elsevier
Along with the rapid growth of computer networks comes the need for automating
management functions to prevent errors in decision-making and reduce the cost of ordinary …